Community Profiling with Humann2

Setup

Packages

library(tidyverse)

File paths

data_path <- "/Users/hlberman/mnt/cluster/home/hlberman/VMMG/humann2/merged_tables"
gene_families_path <- file.path(data_path, "VM_genefamilies_cpm.tsv")
path_abundance_path <- file.path(data_path, "VM_pathabundance_cpm.tsv")
path_coverage_path <- file.path(data_path, "VM_pathcoverage_cpm.tsv")
sgDF_path <- file.path("/Users/hlberman/Documents/GitHub/pregnancy_metagenome/shotgunMetadata.tsv")
#figures_path

Load Files

gene_families <- read_delim(gene_families_path, delim="\t")

Parsed with column specification:
cols(
  .default = col_double(),
  `# Gene Family` = col_character()
)
See spec(...) for full column specifications.

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head(gene_families)

path_abundance <- read_delim(path_abundance_path, delim="\t")

Parsed with column specification:
cols(
  .default = col_double(),
  `# Pathway` = col_character()
)
See spec(...) for full column specifications.

head(path_abundance)

path_coverage <- read_delim(path_coverage_path, delim="\t")

Parsed with column specification:
cols(
  .default = col_double(),
  `# Pathway` = col_character()
)
See spec(...) for full column specifications.

head(path_coverage)

sgDF <- read_delim(sgDF_path, delim="\t")

Parsed with column specification:
cols(
  .default = col_double(),
  SampleIndex = col_character(),
  SampleType = col_character(),
  TermPre = col_character(),
  Operator = col_character(),
  PctTrim = col_character(),
  RNAlater = col_character(),
  UAB = col_character()
)
See spec(...) for full column specifications.

sgDF$SampleID <- as.character(sgDF$SampleID)
head(sgDF)

colnames(gene_families)

  [1] "# Gene Family"             "1000801248_Abundance-RPKs" "1000801318_Abundance-RPKs" "1000801368_Abundance-RPKs" "1001301158_Abundance-RPKs" "1001301248_Abundance-RPKs" "1001301318_Abundance-RPKs"
  [8] "1001801138_Abundance-RPKs" "1001801248_Abundance-RPKs" "1001801318_Abundance-RPKs" "1002701138_Abundance-RPKs" "1002701158_Abundance-RPKs" "1002701278_Abundance-RPKs" "1003101118_Abundance-RPKs"
 [15] "1003101188_Abundance-RPKs" "1003101278_Abundance-RPKs" "1004001168_Abundance-RPKs" "1004001278_Abundance-RPKs" "1004001348_Abundance-RPKs" "1005601098_Abundance-RPKs" "1005601168_Abundance-RPKs"
 [22] "1005601348_Abundance-RPKs" "1050801308_Abundance-RPKs" "1050801318_Abundance-RPKs" "1050835178_Abundance-RPKs" "1050835218_Abundance-RPKs" "1060435158_Abundance-RPKs" "1060435318_Abundance-RPKs"
 [29] "1060435348_Abundance-RPKs" "1060801198_Abundance-RPKs" "1060801338_Abundance-RPKs" "1060835148_Abundance-RPKs" "1061235118_Abundance-RPKs" "1061235188_Abundance-RPKs" "1061235278_Abundance-RPKs"
 [36] "1061635088_Abundance-RPKs" "1061635208_Abundance-RPKs" "1061635368_Abundance-RPKs" "1062101108_Abundance-RPKs" "1062101238_Abundance-RPKs" "1062101338_Abundance-RPKs" "1062301128_Abundance-RPKs"
 [43] "1062301198_Abundance-RPKs" "1062335178_Abundance-RPKs" "1062601228_Abundance-RPKs" "1062601258_Abundance-RPKs" "1062601368_Abundance-RPKs" "1062701128_Abundance-RPKs" "1062701298_Abundance-RPKs"
 [50] "1062735148_Abundance-RPKs" "1062735198_Abundance-RPKs" "1062901138_Abundance-RPKs" "1062901218_Abundance-RPKs" "1062901318_Abundance-RPKs" "1900401198_Abundance-RPKs" "1900401288_Abundance-RPKs"
 [57] "1900401398_Abundance-RPKs" "1902401118_Abundance-RPKs" "1902401208_Abundance-RPKs" "1902401308_Abundance-RPKs" "2050501168_Abundance-RPKs" "2050501298_Abundance-RPKs" "2050501348_Abundance-RPKs"
 [64] "4002101198_Abundance-RPKs" "4002101298_Abundance-RPKs" "4002135018_Abundance-RPKs" "4003235018_Abundance-RPKs" "4003235288_Abundance-RPKs" "4003235368_Abundance-RPKs" "4004235208_Abundance-RPKs"
 [71] "4004235248_Abundance-RPKs" "4004235268_Abundance-RPKs" "4004735328_Abundance-RPKs" "4004735368_Abundance-RPKs" "4004935158_Abundance-RPKs" "4004935268_Abundance-RPKs" "4004935338_Abundance-RPKs"
 [78] "4005935278_Abundance-RPKs" "4005935328_Abundance-RPKs" "4005935358_Abundance-RPKs" "4006635198_Abundance-RPKs" "4006635258_Abundance-RPKs" "4006635278_Abundance-RPKs" "4006635338_Abundance-RPKs"
 [85] "4006935208_Abundance-RPKs" "4006935248_Abundance-RPKs" "4006935358_Abundance-RPKs" "4007135108_Abundance-RPKs" "4007135118_Abundance-RPKs" "4007135148_Abundance-RPKs" "4007135288_Abundance-RPKs"
 [92] "4007235168_Abundance-RPKs" "4007235278_Abundance-RPKs" "4007435168_Abundance-RPKs" "4007435248_Abundance-RPKs" "4007435258_Abundance-RPKs" "4007535198_Abundance-RPKs" "4007535238_Abundance-RPKs"
 [99] "4007535358_Abundance-RPKs" "4008434348_Abundance-RPKs" "4008435158_Abundance-RPKs" "4008435358_Abundance-RPKs" "4009035168_Abundance-RPKs" "4009035268_Abundance-RPKs" "4009035368_Abundance-RPKs"
[106] "4009835178_Abundance-RPKs" "4009835228_Abundance-RPKs" "4009835268_Abundance-RPKs"

colnames(path_abundance)

  [1] "# Pathway"            "1000801248_Abundance" "1000801318_Abundance" "1000801368_Abundance" "1001301158_Abundance" "1001301248_Abundance" "1001301318_Abundance" "1001801138_Abundance" "1001801248_Abundance"
 [10] "1001801318_Abundance" "1002701138_Abundance" "1002701158_Abundance" "1002701278_Abundance" "1003101118_Abundance" "1003101188_Abundance" "1003101278_Abundance" "1004001168_Abundance" "1004001278_Abundance"
 [19] "1004001348_Abundance" "1005601098_Abundance" "1005601168_Abundance" "1005601348_Abundance" "1050801308_Abundance" "1050801318_Abundance" "1050835178_Abundance" "1050835218_Abundance" "1060435158_Abundance"
 [28] "1060435318_Abundance" "1060435348_Abundance" "1060801198_Abundance" "1060801338_Abundance" "1060835148_Abundance" "1061235118_Abundance" "1061235188_Abundance" "1061235278_Abundance" "1061635088_Abundance"
 [37] "1061635208_Abundance" "1061635368_Abundance" "1062101108_Abundance" "1062101238_Abundance" "1062101338_Abundance" "1062301128_Abundance" "1062301198_Abundance" "1062335178_Abundance" "1062601228_Abundance"
 [46] "1062601258_Abundance" "1062601368_Abundance" "1062701128_Abundance" "1062701298_Abundance" "1062735148_Abundance" "1062735198_Abundance" "1062901138_Abundance" "1062901218_Abundance" "1062901318_Abundance"
 [55] "1900401198_Abundance" "1900401288_Abundance" "1900401398_Abundance" "1902401118_Abundance" "1902401208_Abundance" "1902401308_Abundance" "2050501168_Abundance" "2050501298_Abundance" "2050501348_Abundance"
 [64] "4002101198_Abundance" "4002101298_Abundance" "4002135018_Abundance" "4003235018_Abundance" "4003235288_Abundance" "4003235368_Abundance" "4004235208_Abundance" "4004235248_Abundance" "4004235268_Abundance"
 [73] "4004735328_Abundance" "4004735368_Abundance" "4004935158_Abundance" "4004935268_Abundance" "4004935338_Abundance" "4005935278_Abundance" "4005935328_Abundance" "4005935358_Abundance" "4006635198_Abundance"
 [82] "4006635258_Abundance" "4006635278_Abundance" "4006635338_Abundance" "4006935208_Abundance" "4006935248_Abundance" "4006935358_Abundance" "4007135108_Abundance" "4007135118_Abundance" "4007135148_Abundance"
 [91] "4007135288_Abundance" "4007235168_Abundance" "4007235278_Abundance" "4007435168_Abundance" "4007435248_Abundance" "4007435258_Abundance" "4007535198_Abundance" "4007535238_Abundance" "4007535358_Abundance"
[100] "4008434348_Abundance" "4008435158_Abundance" "4008435358_Abundance" "4009035168_Abundance" "4009035268_Abundance" "4009035368_Abundance" "4009835178_Abundance" "4009835228_Abundance" "4009835268_Abundance"

colnames(path_coverage)

  [1] "# Pathway"           "1000801248_Coverage" "1000801318_Coverage" "1000801368_Coverage" "1001301158_Coverage" "1001301248_Coverage" "1001301318_Coverage" "1001801138_Coverage" "1001801248_Coverage" "1001801318_Coverage"
 [11] "1002701138_Coverage" "1002701158_Coverage" "1002701278_Coverage" "1003101118_Coverage" "1003101188_Coverage" "1003101278_Coverage" "1004001168_Coverage" "1004001278_Coverage" "1004001348_Coverage" "1005601098_Coverage"
 [21] "1005601168_Coverage" "1005601348_Coverage" "1050801308_Coverage" "1050801318_Coverage" "1050835178_Coverage" "1050835218_Coverage" "1060435158_Coverage" "1060435318_Coverage" "1060435348_Coverage" "1060801198_Coverage"
 [31] "1060801338_Coverage" "1060835148_Coverage" "1061235118_Coverage" "1061235188_Coverage" "1061235278_Coverage" "1061635088_Coverage" "1061635208_Coverage" "1061635368_Coverage" "1062101108_Coverage" "1062101238_Coverage"
 [41] "1062101338_Coverage" "1062301128_Coverage" "1062301198_Coverage" "1062335178_Coverage" "1062601228_Coverage" "1062601258_Coverage" "1062601368_Coverage" "1062701128_Coverage" "1062701298_Coverage" "1062735148_Coverage"
 [51] "1062735198_Coverage" "1062901138_Coverage" "1062901218_Coverage" "1062901318_Coverage" "1900401198_Coverage" "1900401288_Coverage" "1900401398_Coverage" "1902401118_Coverage" "1902401208_Coverage" "1902401308_Coverage"
 [61] "2050501168_Coverage" "2050501298_Coverage" "2050501348_Coverage" "4002101198_Coverage" "4002101298_Coverage" "4002135018_Coverage" "4003235018_Coverage" "4003235288_Coverage" "4003235368_Coverage" "4004235208_Coverage"
 [71] "4004235248_Coverage" "4004235268_Coverage" "4004735328_Coverage" "4004735368_Coverage" "4004935158_Coverage" "4004935268_Coverage" "4004935338_Coverage" "4005935278_Coverage" "4005935328_Coverage" "4005935358_Coverage"
 [81] "4006635198_Coverage" "4006635258_Coverage" "4006635278_Coverage" "4006635338_Coverage" "4006935208_Coverage" "4006935248_Coverage" "4006935358_Coverage" "4007135108_Coverage" "4007135118_Coverage" "4007135148_Coverage"
 [91] "4007135288_Coverage" "4007235168_Coverage" "4007235278_Coverage" "4007435168_Coverage" "4007435248_Coverage" "4007435258_Coverage" "4007535198_Coverage" "4007535238_Coverage" "4007535358_Coverage" "4008434348_Coverage"
[101] "4008435158_Coverage" "4008435358_Coverage" "4009035168_Coverage" "4009035268_Coverage" "4009035368_Coverage" "4009835178_Coverage" "4009835228_Coverage" "4009835268_Coverage"

Adding metadata

Rename colnames

#gene families table
gf_names <- colnames(gene_families)[2:ncol(gene_families)] %>%
  map_chr(., ~str_extract(.x, "[0-9]{10}")) %>%
  c("FEATURE", .)
colnames(gene_families) <- gf_names
#path abundace table
pa_names <- colnames(path_abundance)[2:ncol(path_abundance)] %>%
  map_chr(., ~str_extract(.x, "[0-9]{10}")) %>%
  c("FEATURE", .)
colnames(path_abundance) <- pa_names
#path coverage table
pc_names <- colnames(path_coverage)[2:ncol(path_coverage)] %>%
  map_chr(., ~str_extract(.x, "[0-9]{10}")) %>%
  c("FEATURE", .)
colnames(path_coverage) <- pc_names

Add metadata

path_abundance0 <- rbind(c("SubjectID", sgDF$SubjectID[order(sgDF$SampleID)]),
                        c("GWcoll", sgDF$GWcoll[order(sgDF$SampleID)]),
                        c("GDcoll", sgDF$GDcoll[order(sgDF$SampleID)]),
                        c("GWdell", sgDF$GWdell[order(sgDF$SampleID)]),
                        c("RNAlater", sgDF$RNAlater[order(sgDF$SampleID)]),
                        c("UAB", sgDF$UAB[order(sgDF$SampleID)]),
                        c("PaperCohort", sgDF$PaperCohort[order(sgDF$SampleID)]),
                        c("TermPre", sgDF$TermPre[order(sgDF$SampleID)]),
                        c("topGardClade", sgDF$topGardClade[order(sgDF$SampleID)]),
                        path_abundance
                        )
write_delim(path_abundance0, file.path(data_path, "VM_pathabundance_cpm_md.tsv"), delim="\t")
path_coverage0 <- rbind(c("SubjectID", sgDF$SubjectID[order(sgDF$SampleID)]),
                        c("GWcoll", sgDF$GWcoll[order(sgDF$SampleID)]),
                        c("GDcoll", sgDF$GDcoll[order(sgDF$SampleID)]),
                        c("GWdell", sgDF$GWdell[order(sgDF$SampleID)]),
                        c("RNAlater", sgDF$RNAlater[order(sgDF$SampleID)]),
                        c("UAB", sgDF$UAB[order(sgDF$SampleID)]),
                        c("PaperCohort", sgDF$PaperCohort[order(sgDF$SampleID)]),
                        c("TermPre", sgDF$TermPre[order(sgDF$SampleID)]),
                        c("topGardClade", sgDF$topGardClade[order(sgDF$SampleID)]),
                        path_coverage
                        )
write_delim(path_coverage0, file.path(data_path, "VM_pathcoverage_cpm_md.tsv"), delim="\t")
gene_families0 <- rbind(c("SubjectID", sgDF$SubjectID[order(sgDF$SampleID)]),
                        c("GWcoll", sgDF$GWcoll[order(sgDF$SampleID)]),
                        c("GDcoll", sgDF$GDcoll[order(sgDF$SampleID)]),
                        c("GWdell", sgDF$GWdell[order(sgDF$SampleID)]),
                        c("RNAlater", sgDF$RNAlater[order(sgDF$SampleID)]),
                        c("UAB", sgDF$UAB[order(sgDF$SampleID)]),
                        c("PaperCohort", sgDF$PaperCohort[order(sgDF$SampleID)]),
                        c("TermPre", sgDF$TermPre[order(sgDF$SampleID)]),
                        c("topGardClade", sgDF$topGardClade[order(sgDF$SampleID)]),
                        gene_families
                        )
write_delim(gene_families0, file.path(data_path, "VM_genefamilies_cpm_md.tsv"), delim="\t")

Some descriptives

Numbers of genes/pathways

rr gene_counts <- colSums(gene_families!=0) %>% -2 %>% .[-1] pathway_counts <- colSums(path_abundance!=0) %>% -2 %>% .[-1] sapply(list(Genes=gene_counts, Pathways=pathway_counts), summary)

            Genes  Pathways
Min.      5112.00   27.0000
1st Qu.  13844.00  105.5000
Median   33143.00  261.0000
Mean     42690.67  323.6168
3rd Qu.  50761.00  391.0000
Max.    231974.00 1870.0000

rr ggplot(as.data.frame(gene_counts), aes(gene_counts)) + geom_histogram() + labs(x=)

rr ggplot(as.data.frame(pathway_counts), aes(pathway_counts)) + geom_histogram() + labs(x=)

rr df1 <- tibble(SampleID=names(gene_counts), GeneCount=gene_counts, PathwayCount=pathway_counts) sgDF0 <- sgDF %>% left_join(df1, by=) ggplot(data=sgDF0) + geom_point(aes(x=GeneCount, y=GWdell, color=UAB)) + geom_hline(yintercept=37)

rr ggplot(data=sgDF0) + geom_point(aes(x=PathwayCount, y=GWdell, color=UAB)) + geom_hline(yintercept=37)

Session Info

rr sessionInfo()